• Title/Summary/Keyword: Influential factors

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Prediction of carbon dioxide emissions based on principal component analysis with regularized extreme learning machine: The case of China

  • Sun, Wei;Sun, Jingyi
    • Environmental Engineering Research
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    • v.22 no.3
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    • pp.302-311
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    • 2017
  • Nowadays, with the burgeoning development of economy, $CO_2$ emissions increase rapidly in China. It has become a common concern to seek effective methods to forecast $CO_2$ emissions and put forward the targeted reduction measures. This paper proposes a novel hybrid model combined principal component analysis (PCA) with regularized extreme learning machine (RELM) to make $CO_2$ emissions prediction based on the data from 1978 to 2014 in China. First eleven variables are selected on the basis of Pearson coefficient test. Partial autocorrelation function (PACF) is utilized to determine the lag phases of historical $CO_2$ emissions so as to improve the rationality of input selection. Then PCA is employed to reduce the dimensionality of the influential factors. Finally RELM is applied to forecast $CO_2$ emissions. According to the modeling results, the proposed model outperforms a single RELM model, extreme learning machine (ELM), back propagation neural network (BPNN), GM(1,1) and Logistic model in terms of errors. Moreover, it can be clearly seen that ELM-based approaches save more computing time than BPNN. Therefore the developed model is a promising technique in terms of forecasting accuracy and computing efficiency for $CO_2$ emission prediction.

Influential factors for the use of oral hygiene supplies in metropolitan area (일부지역의 구강관리용품 사용에 영향을 미치는 요인)

  • Lee, Kyeong-Hee
    • Journal of Korean society of Dental Hygiene
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    • v.13 no.6
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    • pp.951-959
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    • 2013
  • Objectives : The purpose of this study was to investigate influential factors for the use of oral hygiene supplies with a view to give the right directions for related oral health education. Methods : Subjects were recruited in dental clinics in Seoul and Gyeonggi Province. Questionnaire data were carried out from June 1 to August 31, 2012. Results : 1. The awareness towards oral hygiene supplies revealed a mean of $5.46{\pm}3.87$ out of 14 points. Familiarity with the oral hygiene supplies was $2.62{\pm}2.66$ and that of oral hygiene supplies was $2.63{\pm}1.48$. 2. A regression analysis showed that by selecting the use of oral hygiene supplies as a dependent variable and the model turned out to make an 8.1% prediction. Among the selected independent variables, familiarity with the use of oral hygiene supplies revealed a statistically significant influence on the use of oral hygiene supplies that was a dependent variable(p<0.000). Conclusions : Awareness of oral hygiene supplies didn't have a lot of impact on the use of the supplies. It is important to motivate learners to make use of oral hygiene supplies in case of oral health education.

Comparison of Sleep Quality, Fatigue and Depression among Nursing Students between School Lessons and Clinical Practicum Term (간호대학생의 수면의 질, 피로와 우울; 이론수업과 임상실습 시 비교)

  • Park, Min-Hee;Hwang, Eun-Hee
    • The Journal of Korean Society for School & Community Health Education
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    • v.17 no.3
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    • pp.103-116
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    • 2016
  • Objectives: The purpose of this study was to compare the differences of sleep quality, fatigue and depression between school lessons and clinical practicum term in nursing students. Methods: This study was conducted through a survey on 84 $4^{th}$ grade nursing students. Data collection was conducted from April to June, 2015. Participants completed a questionnaire assessing sleep quality, fatigue and depression. Data were analyzed by the SPSS/WIN 21.0 using descriptive statistics, paired t-tests, ANOVAs, Pearson's correlations and multiple regression. Results: The mean scores of fatigue and depression during the school lesson were significantly high compared to those of the clinical practicum. On the contrary, the score of sleep quality did not showed difference. Sleep quality showed negative correlations with fatigue and depression respectively, and fatigue showed positive correlation with depression. Subjective health status was the influential factor predicting fatigue and depression after school lessons, and subjective health status and major satisfaction were the influential factors predicting fatigue and depression after clinical practicum term. Conclusions: Nursing students showed different characteristics between school lessons and clinical practicum term. Thus, it is essential to identify physical and psychological problems and related factors respectively, then to devise appropriate programs to improve nursing curriculums.

A Study on Influential Factors of Egress Behavior in Respect of the Fire Prevention Manager in the Large-scale Shopping Mall (대규모 판매시설의 방화관리자의 측면에서 본 피난행동 영향요인에 대한 연구)

  • 박재성;윤명오
    • Fire Science and Engineering
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    • v.18 no.3
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    • pp.108-113
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    • 2004
  • Emergency response of fire prevention manager has an effect on decisive emergency exit behavior of customer who is not accustomed to emergency response in a large-scale shopping department on fire. Especially enclosed stairways in a large scale store are usually located in back space where is impossible for customer to access. Therefore, speedy emergency exit inducement by fire prevention manager is needed for the customer's safe egress. The object of study is to analyse the factors affecting egress behavior and emergency response of fire prevention manager in respect of fire prevention management.

Analysis on the effects of the Security Awareness on Knowledge Sharing Process : Focusing on National Defence Intranet (군 조직지식 공유과정에 보안의식이 미치는 영향 분석(국방인트라넷 활용중심))

  • Han, Gyu-Ha;Kim, Hyeon-Jeong;Chung, Do-Bum;Lee, Choong-C.
    • Journal of the military operations research society of Korea
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    • v.35 no.3
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    • pp.139-156
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    • 2009
  • This study reviewed influential factors on knowledge sharing and examined to verify how attitude and recognition serve toward security in knowledge-related activities. This two-part study will dedicate to diffusion of knowledge sharing in the ROK Army. The findings indicate that trust and computer self-efficacy are influential factors which cause increase in knowledge sharing intention. Friendly attitude of the members result in strengthening the knowledge sharing in National Defense Intranet. As a result, it could be inferred that organizational and systematic efforts are required to foster the knowledge sharing in the army and policy to induce members' friendly attitude toward security is in need as well.

The effects of dental hygienists' sense of calling and emotional labor on retention intention (치과위생사의 소명의식과 감정노동이 재직의도에 미치는 영향)

  • Won, Young-Soon;Oh, Han-Na
    • Journal of Korean society of Dental Hygiene
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    • v.18 no.5
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    • pp.707-716
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    • 2018
  • Objectives: The purpose of this study was to examine factors influencing the retention intention of dental hygienists in clinical practice. Findings will assist in the development of strategies to increase their retention. Methods: A self-reported questionnaire was completed by 261 dental hygienists who work at dental hospitals and clinics in the Jeollabuk-do area. Data were analyzed using descriptive statistics, independent t-test, one-way ANOVA (post-test Duncan), and multiple regressions. Results: The variable that demonstrated the largest influence on the retention intention of dental hygienists was purpose/meaning (${\beta}=0.283$), followed by transcendental calling (${\beta}=0.198$). These factors relate to the sense of calling. The third most influential variable was pay (${\beta}=0.150$). This relates to general characteristics. The fourth most influential factor was the frequency of emotion display (${\beta}=-0.112$), which relates to one of the sub-areas of emotional labor. Conclusions: In order to strengthen the retention intention of dental hygienists, diverse approaches should be implemented, with particular consideration for their sense of calling, emotional labor and pay.

Study on the behavioral model of co-creation by customers (고객의 공동가치창출 행태 모형 연구)

  • Kim, Na Rang;Hong, Soon Goo;Kim, Jong Ki;Park, Soon Hyung
    • Journal of Korea Society of Industrial Information Systems
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    • v.21 no.2
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    • pp.59-72
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    • 2016
  • The main objective of this study is to provide the behavioral model of co-creation by customers and explorer influential factors of participation from the customer's perspective. To achieve the research goals, we employed grounded theory and conducted intensive interviews of 8 customers who had writing product reviews experiences with Beauty Net. The study results indicate that the most important influential factors of participation from the customer's perspective are: (1) Co-creation platform; (2) Co-creation policy; and (3) Individual characteristics.

A Study on the Correlation between Pumping Rates and Influential Factors in Tube Wells for Irrigation (관개용 관정의 양수량과 영향인자들의 상관관계에 관한 연구)

  • 류한열;구자웅
    • Magazine of the Korean Society of Agricultural Engineers
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    • v.16 no.2
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    • pp.3410-3419
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    • 1974
  • The purpose of this study is to find out the correlation between pumping rates and influential factors in the tube wells for irrigation through the analysis of various statistical data of the existing tube wells for irrigation and pumping tests. Statistical data of the existing tube wells for irrigation were collected from the authorities concerned, and pumping tests were carried out for twelve tube wells. The results of this study are summarized as follows: 1. The drilled tube wells are the most useful among various tube wells in securing pumping rates. 2. The enlargement of well diameter or the improvement of pumping equipments is necessary in drilled tube wells with pumping rates more than 806 ㎥/day, and the adjustment of foot valves or the special control of pumping equipments is necessary in tube wells with pumping rates less than 300 ㎥/day. 3. The choking of aquifer and slits can be prevented by removing earth and sand piled in tube wells. 4. The increase of well loss and the destruction of aquifer can be prevented by determining the optimum pumping rates through the step draw down tests. 5. The thickness of gravel packing is rather thin in drilled tube tube wells. 6. High pamping rates can be gained by deepening the depth of tube wells in the place the ground water storage is abundant, the thickness of aquifer is thick. and the depth of tube wells is deep. 7. Higher pumping rates can be obtained by constructing tube wells in the place where the drawdown is little and the coefficient of transmissibility is large.

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Influential factors related to hand washing practice of dental hygienists by health belief model (건강신념모델을 적용한 치과위생사의 손씻기 수행 관련요인 분석)

  • Lim, Mi-Hee
    • Journal of Korean society of Dental Hygiene
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    • v.13 no.2
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    • pp.193-200
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    • 2013
  • Objectives : The purpose of this study was to examine influential factors related to hand washing practice in dental hygienists by health belief model, one of the major predictors of health behavior including perceived susceptibility, perceived seriousness, perceived benefits, perceived barriers and cues to action. Methods : The subjects were dental hygienists in dental hospitals, dental clinics, general hospitals and university hospitals in Seoul. A survey was conducted from May 1 to September 30, 2011. Results : Analysis of health belief of dental hygienists in hand washing, they revealed the highest marks of 4.39 to perceived benefits, followed by perceived susceptibility(4.29), perceived seriousness(3.94), cues to action(3.30) and perceived barriers(1.81). The mean was 4.13 in hand washing practice. The senior and well educated dental hygienists in general hospitals had a tendency to wash hands frequently. It is statistically significant(p<0.05). In regard to the correlation among the subfactors of health beliefs, susceptibility had a statistically significant positive correlation to seriousness, benefits and cues to action, and seriousness was positively correlated to benefits and cues to action. Conclusions : It is necessary to develop and implement hand washing education program for dental hygienists focusing on perceived benefits and barriers which are two of the health beliefs affecting the hand washing practice.

Study on the Selection Determinants on Consumers Purchasing Agricultural Products via Direct Market

  • LEE, Jae-Wan;KIM, Jae-Jin
    • East Asian Journal of Business Economics (EAJBE)
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    • v.8 no.3
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    • pp.43-56
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    • 2020
  • Purpose - This study was carried out to analyze the influential factors of how consumers methodize purchasing agricultural products via direct market. It further utilizes the Discrete Choice Model to analyze consumer decision specifically with regards to individual markets and store attributes. Research design and methodology - This study will use the multinomial logit model to interpret the influential factors behind selecting a specific market to purchase from. This study establishes 'online direct-purchase' as the base category with 'direct farm markets', 'local foods direct markets', 'produce boxes (CSA)' as substitutes. Results - Firstly, the variety of products, price and freshness had a positive influence on choosing 'direct farm markets' while convenience of payment and transportation had a negative influence. Second, freshness and store attributes had a positive influence on choosing 'local foods direct markets' but product price and packaging, location accessibility had a negative influence. And although product creditability had a positive influence on purchasing 'produce boxes (CSA)', product price had a negative influence. Conclusions - Accordingly, there is a need for the South Korean government to encourage the adoption of mobile payment through smartphone applications in direct farm markets to vitalize direct agricultural purchasing. However, this does need to be approached cautiously as price has a conflicting affect for each method of purchase.